{
 "metadata": {
  "name": "",
  "signature": "sha256:585e8268126c8365dec7b581d0673bd9a5a1e83a88800e51c0f9028479318042"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "FALCON Assembly Graph Processing and Visulization Example\n"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This notebook shows how to fetch the graph data from the assembler and show how to examine the bubbles in the assembly graph."
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "You will need to have `matplotlib`, `networkx` and `pygraphviz` as Python libraries. Of course, you will need to have `graphviz` command line tool install in your system too. "
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Some setup to change the working directory to where the data is."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%cd /mnt/projects/bifxanalysis/jchin_asm_jobs/DA_develop_test/Ecoli/2-asm-falcon/\n",
      "%matplotlib inline\n",
      "%pylab inline"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "/mnt/projects/bifxanalysis/jchin_asm_jobs/DA_develop_test/Ecoli/2-asm-falcon\n",
        "Populating the interactive namespace from numpy and matplotlib\n"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Some boilerplate code for loading the necessary module and classes"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import networkx as nx\n",
      "from IPython.display import display, HTML, SVG, Image"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Load the `AsmGraph` class which parse the graph data files and load them into python objects. "
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from falcon_kit.fc_asm_graph import AsmGraph"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Load data into `G_asm`. "
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "G_asm = AsmGraph(\"sg_edges_list\", \"utg_data\", \"ctg_paths\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Show all contig identifiers. The `000000R` is the dual contig of `000000F`."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print G_asm.ctg_data.keys()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "['000000F', '000000R']\n"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Print out the content of the contig `000000F`. The output is a tuple of `contig identifier`, `start_utg`, `end_node`, `number of base`, `number of overlapped base`, `unitigs`."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print G_asm.ctg_data[\"000000F\"]\n",
      "print\n",
      "print \"number of unitigs in the contig:\", len(G_asm.ctg_data[\"000000F\"][-1])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "('ctg_linear', '000011445:B~NA~000003425:E', '000011445:B', 4642293, 28970832, (['000011445:B', 'NA', '000003425:E'], ['000003425:E', '000009719:E', '000006955:E'], ['000006955:E', 'NA', '000017147:B'], ['000017147:B', '000012473:B', '000010757:B'], ['000010757:B', 'NA', '000015636:E'], ['000015636:E', '000004093:E', '000015696:B'], ['000015696:B', 'NA', '000016941:B'], ['000016941:B', '000003353:B', '000008783:B'], ['000008783:B', 'NA', '000006338:B'], ['000006338:B', '000004932:B', '000010623:B'], ['000010623:B', 'NA', '000014991:B'], ['000014991:B', '000013790:E', '000002926:B'], ['000002926:B', 'NA', '000011761:B'], ['000011761:B', '000003659:E', '000014184:E'], ['000014184:E', 'NA', '000012028:E'], ['000012028:E', '000013461:E', '000011445:B']))\n",
        "\n",
        "number of unitigs in the contig: 16\n"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "If the starting node is the same of the ending node, then the contig may be circular too. (The contig type only applys to \"simple unitig\". Any contig contains more than one single unitig is classfied as `ctg_linear`. This convention may change in the futrue."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "utgs = G_asm.ctg_data[\"000000F\"][-1]\n",
      "if utgs[0][0] == utgs[-1][-1]:\n",
      "    print \"the contig is a cirular\"\n",
      "else:\n",
      "    print \"thec contig is not circular\""
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "the contig is a cirular\n"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Check the number of node in the string subgraph for this contig. We can get the full string subgraph using the method `get_sg_for_ctg()`.  This is full string graph. Each node is 5' or 3' ends of a read."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sg = G_asm.get_sg_for_ctg(\"000000F\")\n",
      "print \"number of nodes:\", len(sg.nodes())\n",
      "print \"number of edges:\", len(sg.edges())"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "number of nodes: 1361\n",
        "number of edges: 1369\n"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Call `neato` layout code from Graphviz to layout the contig string graph. We can see a circle with a couple of small bubbles."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "position=nx.graphviz_layout(sg, prog='neato') "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "figure(figsize=(10,10))\n",
      "ax=subplot(1,1,1)\n",
      "minx = 10\n",
      "miny = 10\n",
      "count = 0\n",
      "for e in sg.edges():\n",
      "    yy, xx = zip(position[e[0]], position[e[1]]) \n",
      "\n",
      "    xx = -array(xx)\n",
      "    yy = -array(yy)\n",
      "    ax.plot( xx, yy, \".-b\" ) \n",
      "\n",
      "    if min(xx) < minx:\n",
      "        minx = min(xx)\n",
      "    if min(yy) < miny:\n",
      "        miny = min(yy)\n",
      "\n",
      "    #print x,y\n",
      "xlim(minx*1.1,-minx*0.1)\n",
      "ylim(miny*1.1,-miny*0.1)\n",
      "ax.get_xaxis().set_visible(False)\n",
      "ax.get_yaxis().set_visible(False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAjwAAAI8CAYAAAD1D3GaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAJA8gQcASJ7AAwAk7/8AuOqfZzqePy4AAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fc1a28ac310>"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Create the assembly graph which each edge is a simple or a compound unitig rather than a raw string graph edge. "
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "utgs = G_asm.ctg_data[\"000000F\"][-1]\n",
      "utg_g = nx.DiGraph()\n",
      "for s,v,t in utgs:\n",
      "    utg_g.add_edge(s,t)\n",
      "position=nx.graphviz_layout(utg_g, prog='neato') \n",
      "figure(figsize=(10,10))\n",
      "ax=subplot(1,1,1)\n",
      "minx = 10\n",
      "miny = 10\n",
      "count = 0\n",
      "for e in utg_g.edges():\n",
      "    yy, xx = zip(position[e[0]], position[e[1]]) \n",
      "\n",
      "    xx = -array(xx)\n",
      "    yy = -array(yy)\n",
      "\n",
      "    ax.plot( xx, yy, \".-b\" ) \n",
      "\n",
      "    if min(xx) < minx:\n",
      "        minx = min(xx)\n",
      "    if min(yy) < miny:\n",
      "        miny = min(yy)\n",
      "\n",
      "    #print x,y\n",
      "xlim(minx*1.1,-minx*0.1)\n",
      "ylim(miny*1.1,-miny*0.1)\n",
      "ax.get_xaxis().set_visible(False)\n",
      "ax.get_yaxis().set_visible(False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAjwAAAI8CAYAAAD1D3GaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd4lWW2/vF7Q2ihoyAKCIoUCzI4YKGLAoJKFRRQSqLY\nxgLzG71mPE7RGR05E3DErkmoUlQQREGUJqAOAwoWBkVFiiDSQTrJ/v2xJieWEDbJ3vvZ+3m/n+vi\nQoSZs847Ibmz3udZKxQOhwUAAOCzEq4LAAAAiDUCDwAA8B6BBwAAeI/AAwAAvEfgAQAA3iPwAAAA\n76UU9puhUIg76wAAIGmEw+FQQf++0MDz3/9g9KsBAACIslCowKwjiVdaAAAgAAg8AADAewQeAADg\nPQIPAADwHoEHAAB4j8ADAAC8R+ABAADeI/AAAADvEXgAAID3CDwAAMB7BB4AAOA9Ag8AAPAegQcA\nAHiPwAMAALxH4AEAAN4j8AAAAO8ReAAAgPcIPAAAwHsEHgAA4D0CDwAA8B6BBwAAeI/AAwAAvEfg\nAQAA3iPwAAAA7xF4AACA9wg8AADAewQeAADgPQIPAADwHoEHAAB4j8ADAAC8R+ABAADeI/AAAADv\nEXgAAID3CDwAAMB7BB4AAOA9Ag8AAPAegQcAAHiPwAMAALxH4AEAAN4j8AAAAO8ReAAAgPcIPAAA\nwHsEHgAA4D0CDwAA8B6BBwAAeI/AAwAAvEfgAQAA3iPwAAAA7xF4AACA9wg8AADAewQeAADgPQIP\nAADwHoEHAAB4j8ADAAC8R+ABAADeI/AAAADvEXgAAID3CDwAAMB7BB4AAOA9Ag8AAPAegQcAAHiP\nwAMAALxH4AEAAN4j8AAAAO8ReAAAgPcIPAAAwHsEHgAA4D0CDwAA8B6BBwAAeI/AAwAAvEfgAQAA\n3iPwAAAA7xF4AACA9wg8AADAewQeAADgPQIPAADwHoEHAAB4j8ADAAC8R+ABAADeI/AAAADvEXgA\nAID3CDwAAMB7BB4AAOA9Ag8AAPAegQcAAHiPwAMAALxH4AEAAN4j8AAAAO8ReAAAgPcIPAAAwHsE\nHgAA4D0CDwAA8B6BBwAAeI/AAwAAvEfgAQAA3iPwAAAA7xF4AACA9wg8AADAewQeAADgPQIPAADw\nHoEHAAB4L8V1AQAKd9ZZ0vffS6VLS5MmSXXqSCVK/PJHyZIF//tI/kwo5Pr/SwCIrVA4HD7+b4ZC\n4cJ+H0BsHD0qzZ4tjR0rTZuW/+9TUqSGDaXc3J/+yMn55b87mT8jFT80ufgz0fjvePxxac8eqVIl\n6cMPpbp13fxvDqD4QqGQwuFwgd/C0eEBEsjKldKYMdbJadBAGjRIWrRI2rFDSk2VVq+OzRfkcLj4\noSmafyYe/3eOHbOf9+61f965U2rcWHrpJenqq62jBsAfdHgAx7ZulSZOtG7Onj3SwIH245xz7PfX\nr5dat5aWLKH7EAvVq0vbt1ugfOghaeZMac0a6aabpCFDpPPPd10hgEgV1uEh8AAOHDokvf66hZyl\nS6Xu3a2b066dvWZB/BQUKNeutU7bmDF2ZiotTbr+eqlyZZeVAjgRAg+QAMJh6V//spAzdar0q19Z\nyOnVS6pQwXV1KMixY9LcuVJWlvTOO1K3bhZ+2rYlmAKJiMADOLRxozR+vDRunJ0ZGTTIXpeceabr\nynAytm2zV4+ZmdKBA/a6a/BgqXZt15UByEPgAeJs/35p+nTr5nz4odSnjwWdSy/lCniyC4elFSss\n+EyZIl1yiXV9unWTypRxXR0QbAQeIA5yc6XFiy3kTJ8uXXaZhZzu3aWyZV1Xh1g4cMD+t87Kkj7+\nWOrf38JP06auKwOCicADxNBXX9nrqnHj7CzOoEHSgAHS6ae7rgzxtG6dHXLOzrabX2lpFoCqVnVd\nGRAcBB4gyvbskV5+2bo5n38u9etnQadZM15ZBV1OjjR/vnV9Zs+Wuna18NOhAwedgVgj8ABRkJMj\nzZtn38W/+aZ9ARs0SOrShSF1KNjOnTbIMCvL/nnwYPtRr57jwgBPEXiAYvjPf6yTM2GCVLOmfcG6\n4Qbp1FNdV4Zk8tFH9rrrpZdsJEF6utSjh1SunOvKAH8QeICTtGOHNHmyBZ1Nm6Qbb7RuDlN3UVyH\nDtk058xMaflyC89padJFF/E6FCguAg8QgR8v7Jw3z15VDRokXXmlLe0Eom3DBvt4y86WKla04DNg\nAN1DoKgIPEAhClrY2bcvawQQP7m5tiQ2K8tWjnTsaOGnUyfb9g4gMgQe4GdOtLATcGX3bhtomJkp\nbd6cf9CZj03gxAg8gFjYieTzySf2umvCBOm886zr07u3VL6868qAxETgQWCxsBM+OHJEmjXLXnm9\n956tKklLky6+mIPOwI8ReBA4LOyErzZvto/rrCypVCkLPjfeKJ12muvKAPcIPAgEFnYiSMJhezWb\nmSm99prUvr2Fny5duFWI4CLwwFss7ASkffvslW1WlvT113YAPy1NatTIdWVAfBF44B0WdgIFW7PG\ngs+4cXazKy3Nup0VK7quDIg9Ag+8wMJOIHJ5gzSzsmzGT8+eFn5ateLvC/xF4EHSYmEnUHzffWdX\n2zMz7e9UWpq99jrjDNeVAdFF4EHSYWEnEH15YxqysqRXXrFuT1qadPXVfAMBPxB4kBRY2AnEz/79\nFnqysuzcz403Wvjh7xuSGYEHCYuFnYB7a9faa+MxY6TataX0dOn669knh+RD4EHCKWhhZ58+UpUq\nrisDgisnR5o71876vPOO1K2bdX3atmX9CpIDgQcJgYWdQPLYts3+vmZmSgcOSEOG2Dcmdeq4rgw4\nPgIPnGFhJ5DcwmFpxQo76zNlitSihXV9uneXypRxXR3wUwQeOFG5srR3r+37+fvfpaFDWdgJJLOD\nB22ieVaWtGqV1L+/hZ+mTV1XBhgCD+IqHJYeeMBCTt6HT+3attATgB/WrbNzeNnZUvXq0oYN0uHD\n1vVZvlyqW9d1hQgiAg/i5uhR6+SsXi19+aW0c6eUmmq/5hMg4J+cHGn+fOmqq2y3ncQ3OHCnsMDD\nKQpEzf79Uo8edjh5/nzbWF67NmEH8FnJklLHjlK1avbrUMhuXwKJhsCDqNi+XbriCmttz5ghlS9v\nIWfjRsIOEATLl9s3OH/8o+25W73adUXATzHaDcW2fr3UubMtJ3zkERYTAkGU9w2OZKMmOnSQZs6U\nLr7YbV1AHjo8KJaPP7Z9PHfcIT36KGEHgK2peOEF6Zpr7PU2kAg4tIwiW7TIpiOPHm1j6AHgx/I+\nRzz/vJ3vA2KtsEPLvNJCkbz6qnT77bbss0MH19UASETt2klz5tg29l27bFoz4AqBByftmWekv/5V\neustqVkz19UASGQXXSQtWGDn/HbvloYNc10RgorAg4iFw3YDY/JkafFi6eyzXVcEIBk0bmyfMzp2\nlHbskB5+mPN+iD/O8CAix47ZK6xVq6RZs6QaNVxXBCDZfP+91KWLdOmldvaPfXqINiYto1gOHLC5\nGocPS6+8wj4sAEW3d6907bVSrVq2VLhUKdcVwSdMWkaR7dxpbejKlW3rOWEHQHFUqmQHmffts5tb\nBw64rghBQeDBcW3YILVubXN2xozhOzEA0VGunDRtmq2jyDvMDMQagQcF+vRTCzq33CKNGMG7dgDR\nVaqUvdJq1ky6/HLbwQfEEl/G8AuLF9terBEjuEIKIHZKlJD++U+pe3epTRtbUwPECtfS8ROvvSYN\nHSpNnGhndwAglkIh6c9/lqpWtdDz1lvSuee6rgo+IvDg/zz3nPSXv0izZ0u//rXragAEyT33WOjp\n0MEuSDRv7roi+IbAA4XDFnQmTLDXWfXru64IQBANHChVqSJ17SpNmWJne4BoYQ5PwOXk2Kbz5cul\nN9+UTjvNdUUAgm7hQqlvX9u43r2762qQTFgeigIdPCj17y/98IN9gqlY0XVFACC1b2/fgF17rV1Z\nHzTIdUXwAYEnoHbtkrp1k+rUsdZx6dKuKwKAfM2bS/Pn58/puece1xUh2XEtPYA2bbLbEC1a2Lkd\nwg6ARHTuuXau8KmnbHExJyxQHASegFm92gYKDh4sjRzJQEEAia1uXWnJEru5dffdUm6u64qQrDi0\nHCDvvSf17Cn94x/STTe5rgYAIrdnj53pOfNMKTubVTcoGMtDoZkzbVHfuHGEHQDJp3JlG0q4e7d9\n43bwoOuKkGwIPAHw4ovSrbdKb7xhBwABIBmVKydNn27h56qrrOsDRIrA47FwWPrrX6VHH5XefdcO\nKQNAMitVSho/XmrSxAYTfv+964qQLAg8nsrJke68U3r1VWnpUqlBA9cVAUB0lCghjR4tXXON3Tjd\nsMF1RUgGzOHx0KFD0oAB9q570SKpUiXXFQFAdIVC0kMPSdWqSa1bS3PnSo0bu64KiYzA45ndu20U\n++mn26TSMmVcVwQAsXPvvbZ09PLLpVmzWHyM4+OVlke+/VZq21Zq1kx66SXCDoBgGDRIeuYZqUsX\nW5MDFITA44k1a2yg4IAB0qhRDBQEECw9ekiTJ9vS0ZkzXVeDRMQrLQ988IH9ZX/sMZbsAQiuDh1s\n/Ma119qVdWaO4ccIPEnujTekIUOksWOtnQsAQdaihbRggc0c27XL1lEAEoEnqWVnS3/4g+2YueQS\n19UAQGLIWzrasaO0c6f0pz/ZrS4EG7u0klA4bMMEX3hBmjNHatTIdUUAkHi2brWJzG3aSI8/ztnG\nIChslxaBJ8nk5Ng1zHfflWbPls44w3VFAJC4du+2Mz316klZWSwd9R2BxxOHD9shvG3bpNdes30y\nAIDCHTggXXedlJIiTZliO7ngJ7ale2DPHmvNhsPW2SHsAEBkUlPtm8QKFexyx969riuCCwSeJLBl\ni9SunXT++TZnomxZ1xUBQHIpXVqaMEE67zybyrxtm+uKEG8EngT3xRc2ULBvX1uWV7Kk64oAIDmV\nKCE99ZTUtStLR4OIa+kJbNky24v1yCM2awcAUDyhkPTww7Z/q00bWzrKTddgIPAkqNmzbWpyVpZ0\nzTWuqwEAvwwfbqGnfXsb4HrRRa4rQqwReBLQuHHSffdJM2ZIl13muhoA8NOQIVKVKnYh5OWX7awk\n/MW19AQSDksjRtjW39mzbVooACC25s2T+vWjo+4D5vAkgdxca7HOm2fTk2vVcl0RAATHsmVSt25S\nRoY0YIDralBUhQUeXmklgMOH7bzOli22/6VKFdcVAUCwXHyxNH++LR3duVO66y7XFSHaCDyO7d0r\n9eplgwTfeosZOwDgynnn5S8d3bVLevBBlo76hDk8Dn33nd0QaNBAmjqVsAMArtWrZ6Hn1Vdtb2Fu\nruuKEC0EHkfWrrWBgj17Sk8/zUBBAEgUNWtKixZJK1bYTa5jx1xXhGjg0LIDy5fb9t6HHpJuucV1\nNQCAghw4IPXubWsppkyhC58MWB6aQObOtbHmzz5L2AGARJaaavPQypVj6agPCDxxNHGidNNN0vTp\ntjICAJDYSpe2z92NG0sdOrB0NJkReOIkI0P6/e/t2mOrVq6rAQBEqmRJO2vZubPUtq20caPrilAU\nXEuPsYMHpQcesCvnS5dKdeq4rggAcLJCIelvf5OqVctfOtqwoeuqcDIIPDFWo4b0ww/2l4TrjQCQ\n3H77258uHW3WzHVFiBS3tGLoyBGpTJn8X9euTSsUAHwwbZp02202r6dNG9fVIA+rJRyZNEkqVUo6\netRO+y9Z4roiAEA09OolVapkG9ZLl5YqVrSRI3Xruq4Mx0OHJ0bCYalpU2t//s//WNjhLwIA+KVs\nWduHKNHFTwTM4XHgnXfszM7AgfYXgLADAP6pWNF+LlOGLn6iI/DESEaGNHw4i+cAwGfLl9vy5yuu\n4BvbRMcrrRj49FPbtvvNNz89tAwA8M++fbZ0dMUK+xnu8EorzkaOlO68k7ADAEFQsaItGR092nUl\nKAwdnij77jvp3HOlL7+UTjnFdTUAgHhYv1666CLr7Oed60H80eGJoyeflPr1I+wAQJDUrStdeaWU\nleW6EhwPHZ4o2r/f3t++957UoIHragAA8fTBB1L//tLatbZ/C/FHhydOxo61xaCEHQAInksvlWrW\nlGbMcF0JCkLgiZKcHGnUKBs0CAAIpmHD7OIKEg+BJ0pef90WyrVu7boSAIArPXtKmzZJy5a5rgQ/\nR+CJkowM6+4waBAAgislRbr7buv4I7FwaDkKli2T+va1q+gprGMFgEDbs0c6+2xp5UqpTh3X1QQL\nh5ZjLCNDuucewg4AwFZNDBzIIMJEQ4enmL75Rvr1r6V166RKlVxXAwBIBOvWSS1a2NeIChVcVxMc\ndHhi6J//lNLSCDsAgHxnnSW1by9lZ7uuBHno8BTD7t32nnbVKt7TAgB+aulSadAg6fPPGUQYL3R4\nYuSFF6QuXQg7AIBfatnS1gy9/rrrSiDR4Smyo0etuzNjhi2MAwDg5yZPlp55Rlq0yHUlwUCHJwam\nTpXOOYewAwA4vt697QDzihWuKwGBpwjCYRsdzhoJAEBhSpWS7rqLQYSJgMkxRbBokW1G79rVdSUA\ngER3yy12BOLbb6VatVxXE1x0eIogI0MaPlwqwdMDAJxAlSrSjTdKTz7pupJg49DySVqzRmrXzoZJ\nlSvnuhoAQDL46ivp0kvta0f58q6r8ReHlqNo1Cjp9tsJOwCAyNWvL7VuLY0d67qS4KLDcxK2bZMa\nNbIuT40arqsBACSTxYul9HT7GsKRiNigwxMlTz8tXXcdYQcAcPJat7Y1RG+84bqSYKLDE6GDB203\nysKFUuPGrqsBACSjl16SXnxRmj/fdSV+osMTBRMmSM2bE3YAAEXXp4/0xRfSypWuKwkeAk8EcnMZ\nNAgAKD4GEbrD4MEIzJ5tt7Lat3ddCQAg2Q0daoMIt2yRTj/ddTXBQYcnAhkZ1t0JFfhWEACAyFWt\nKvXvLz31lOtKgoVDyyfw0UdSt27S119bKxIAgOL64gupVStp/XopNdV1Nf7g0HIxZGRId99N2AEA\nRE/DhtJll0njx7uuJDjo8BRi0ybpwgutu1OliutqAAA+WbjQJvd/9hmDCKOFDk8RPfGENGgQYQcA\nEH3t2klly0pz5riuJBjo8BzHvn1SvXrSihX2MwAA0TZ+vDRunPT2264r8QMdniLIzJSuuIKwAwCI\nneuvt1daH3/suhL/0eEpwLFj0jnnSFOmSJdc4roaAIDPHnlE+vJLKSvLdSXJjw7PSZo2Tapdm7AD\nAIi9W2+Vpk+XvvvOdSV+I/D8TDicP2gQAIBYO+UU6YYbpGeecV2J33il9TNLlkiDB0uffy6VLOm6\nGgBAEHz+udS2rfTNN7bKCEXDK62TkJEhDRtG2AEAxE+jRlKLFtLEia4r8Rcdnh9Zu1Zq2dISdvny\nrqsBAATJvHk22f/TT9ndWFR0eCL0+OO2xZawAwCItw4dpJQUae5c15X4iQ7Pf+3YYVfRV6+WTj/d\ndTUAgCAaM0aaNEl66y3XlSQnOjwRePZZqUcPwg4AwJ1+/WwI4Wefua7EP3R4JB0+bBOV586VmjRx\nXQ0AIMgefljasEF64QXXlSSfwjo8BB5J2dnS5Mm0EAEA7m3bJjVsaFfVa9RwXU1y4ZVWIcJhaeRI\nBg0CABJD9epSnz521ALRE/jAM3euXf/r2NF1JQAAmHvvlZ5+Wjp0yHUl/gh84MnIkIYPZ+YBACBx\nnHee1KyZ3dhCdAT6DM/HH0tXXSWtWyeVKeO6GgAA8s2dK/2//yetWsU35ZHiDM9xjBwp/eY3hB0A\nQOLp2FHKzbUJzCi+wHZ4Nm+Wzj9f+uorqVo119UAAPBLmZnSq69Kb77pupLkwLX0AvzhD9LevdKT\nT7quBACAgh06ZHPiFiyQzj3XdTWJj8DzM/v32wfQ++/bOgkAABLVn/8sbdkiPfec60oSH4HnZ558\nUpo/X5o2zXUlAAAUbutWqXFjae1a6dRTXVeT2Di0/CM5OdKoUQwaBAAkh9NOk3r1YhBhcQUu8MyY\nYVMsW7Z0XQkAAJHJG0R4+LDrSpJX4AJPRoZ1d5hpAABIFk2aSBdcIE2Z4rqS5BWowPPBB3YdvWdP\n15UAAHByhg2z+XEeHq2Ni0AFnowMawumpLiuBACAk9O5s3TkiLRwoetKklNgbmmtWye1aGE/V6zo\nuhoAAE7e889Lr79uP/BLXEuXdM89Utmy0mOPua4EAICiOXhQqltXWrJEatjQdTWJJ/CBZ/du6eyz\nbVlo7dquqwEAoOgefFDascNubeGnAh94RoyQPvlEGj/edSUAABTPd9/Zmgl2Qf5SoAPPkSPW3Zk1\nS/rVr1xXAwBA8Q0eLDVqJP3+964rSSyBnrQ8dap9UBB2AAC+GDbM1iQdOeK6kuThdeAJh/MHDQIA\n4IumTW2/1tSpritJHl4HngULbAz3VVe5rgQAgOgaNsx2Qyb5yZO48TrwdO1qc3dOO01av951NQAA\nRE/XrtIPP0jvvuu6kuTgbeA5eNC6O4cOSdu3S61bu64IAIDoKVHCtgeMGuW6kuTg7S2to0el0qXt\nn1NTpdWrbVgTAAC+2L9fqldPev996ZxzXFfjXiBvaR05IpUpY4MGCTsAAB+VL29vMxo1kqpX5/hG\nYbzt8Ozebal3927XlQAAEDvlytnxDcm+yd+40W09LgW2w5P3SgsAAF+VKmU/p6baji0UzOvAk/dB\nAACAr/72N+vycHyjcF4HHjo8AADfnXKK1KMHYedEvA08P76lBQCAr3Jz7Yo6CuftI6LDAwAIAgJP\nZLx9RJzhAQAEAYEnMt4+Ijo8AIAgIPBExttHxBkeAEAQEHgi4+0josMDAAgCAk9kvH1EnOEBAAQB\ngScy3j4iOjwAgCAg8ETG20fEGR4AQBAQeCLj7SOiwwMACAICT2S8fUSc4QEABAGBJzLePiI6PACA\nICDwRMbbR8QZHgBAEBB4IuPtI6LDAwAIAgJPZLx9RJzhAQAEAYEnMt4+Ijo8AIAgIPBExttHxBke\nAEAQEHgi4+0josMDAAgCAk9kvH1EnOEBAAQBgScy3j4iOjwAgCAg8ETG20fEGR4AQBAQeCLj7SOi\nwwMACAICT2S8fUSc4QEABAGBJzLePiI6PACAICDwRMbbR8QZHgBAEBB4IuPtI6LDAwAIAgJPZLx9\nRJzhAQAEAYEnMt4+Ijo8AIAgIPBExttHxBkeAEAQEHgi4+0josMDAAgCAk9kvH1EnOEBAAQBgScy\n3j4iOjwAgCAg8ETG20fEGR4AQBAQeCLj7SOiwwMACAICT2S8fUSc4QEABAGBJzLePiJeaQEAgoDA\nExlvHxGvtAAAQUDgiYy3j4jAAwAIAgJPZLx8RLm5Uk6OVLKk60oAAIitnBwCTyS8fER553dCIdeV\nAAAQW3R4IuPlI+J1FgAgKHJzeaMRCQIPAABJjA5PZLx8RMzgAQAEBYEnMl4+ImbwAACCgsATGS8f\nEa+0AABBQeCJjJePiMADAAgKAk9kvHxEnOEBAAQFgScyXj4izvAAAIKCwBMZLx8Rr7QAAEFB4ImM\nl4+IwAMACAoCT2S8fESc4QEABAWBJzJePiLO8AAAgoLAExkvHxGvtAAAQUHgiYyXj4jAAwAICgJP\nZLx8RJzhAQAEBYEnMl4+Is7wAACCgsATGS8fEa+0AABBQeCJjJePiMADAAgKAk9kvHxEnOEBAAQF\ngScyXj4izvAAAIKCwBMZLx8Rr7QAAEFB4ImMl4+IwAMACAoCT2S8fESc4QEABAWBJzJePiLO8AAA\ngoLAExkvHxGvtAAAQUHgiYyXj4jAAwAICgJPZLx8RJzhAQAEBYEnMl4+Is7wAACCgsATGS8fEa+0\nAABBQeCJjJePiMADAAgKAk9kvHxEnOEBAAQFgScyXj4izvAAAIKCwBMZLx8Rr7QAAEFB4ImMl49o\n2TKpUyepenVp/XrX1QAAEDsEnsh4+Yhyc6UDB6Tt26XWrV1XAwBA7BB4IuPlI6pUyX5OTZWWLHFb\nCwAAsUTgiYyXj2jlSjvD88gjUt26rqsBACA2Dh+WfvhBqlWLYxwn4mXgqVtXeuUVacIEKRx2XQ0A\nALExcaJ1d/bt4xjHiXgZeCTp6qulPXukpUtdVwIAQPTl5kojRkgVK9qvOcZROG8DT4kS0r33SiNH\nuq4EAIDoe/11qUIFO8ZRu7a0ejXHOAoTChfyzicUCoUL+/1Et3+/VK+e9MEHUv36rqsBACA6wmGp\nVStp2DCpTx/X1SSOUCikcDgcKuj3vO3wSFL58lJ6uvTEE64rAQAgepYskb7/XurVy3UlycPrDo8k\nbdokXXihtG6dVLmy62oAACi+a6+1s6q33ea6ksQS2A6PZO81u3SRXnzRdSUAABTfp59K//63NGiQ\n60qSi/cdHklavlzq3Vv66ispJcV1NQAAFN3gwVKDBtIDD7iuJPEEusMjSc2b28n1adNcVwIAQNFt\n3CjNnCndfrvrSpJPIAKPZCfZR41yXQUAAEX3+OPW4alWzXUlyScQr7QkKSdHatjQpi9fdpnragAA\nODm7dtmIlVWrpDp1XFeTmAL/SkuSSpaU7rmHLg8AIDk984zdziLsFE1gOjyS7RqpV09ascJ+BgAg\nGRw8KJ11lvTOO9IFF7iuJnHR4fmvihWltDRp9GjXlQAAELlx4+wCDmGn6ALV4ZGkDRukZs1sEGGl\nSq6rAQCgcDk5UuPGUlaW1KaN62oSGx2eHznzTOnKK+0DBwCARDd9unTqqVLr1q4rSW6B6/BI0r/+\nJfXrJ61da4eZAQBIROGwdPHFNmSwRw/X1SQ+Ojw/c8klUs2a0owZrisBAOD4Fi60CzfdurmuJPkF\nMvBI0vDh0siRrqsAAOD4HntM+t3vpBKB/WodPYF9hD162Cb1ZctcVwIAwC+tWiV9/LF0442uK/FD\nYANPSop0990MIgQAJKYRI6R775XKlHFdiR8CeWg5z5490tlnSytXMrkSAJA4vvlG+vWvpa+/lipX\ndl1N8uDQ8nFUriwNHCg9+aTrSgAAyDdypHTzzYSdaAp0h0eyAYQtWliarlDBdTUAgKDbvl1q0ED6\n7DPpjDM+eg0SAAAVHUlEQVRcV5Nc6PAU4qyzpPbtpTFjXFcCAID01FNS796EnWgLfIdHkpYulQYP\nltasYRAhAMCd/fvtG/HFi6VGjVxXk3zo8JxAy5ZStWrSrFmuKwEABFl2ttSqFWEnFujw/NfkydKz\nz9pUSwAA4u3YMTu7M2mSdOmlrqtJTnR4ItC7t/TVV9KHH7quBAAQRC+/bCNSCDuxQeD5r1KlGEQI\nAHAjHLY1Evff77oSf6W4LiCR3HKLDSL89lupVi3X1QAAguLtt+2VVpcurivxFx2eH6lSRRowwK4E\nAgAQL489Jt13H0tCY4lDyz/z5ZfSZZdJ69dLqamuqwEA+G75cqlnTztHWrq062qSG4eWT8I559iV\nwHHjXFcCAAiCESOk4cMJO7FGh6cA775r53n+8x/aiwCA2Ml7q7BuHeuNooEOz0lq08Y+8GbPdl0J\nAMBnGRnSrbcSduKBDs9xTJhgEy/nzXNdCQDAR1u3So0bS59/LtWo4boaP9DhKYK+fW231qpVrisB\nAPho9GjphhsIO/FCh6cQjz4qffGFdXoAAIiWfftsSegHH9hlGURHYR0eAk8hdu6U6te3w8s1a7qu\nBgDgi1GjpPffl6ZOdV2JXwg8xXDHHdKpp0oPPeS6EgCAD44csW+mp0+Xmjd3XY1fOMNTDPfcIz33\nnHTwoOtKAAA+mDxZatiQsBNvBJ4TaNRIuvhiu7UFAEBx5ObaoEGWhMYfgScCw4bZ+9aAv90DABTT\n7NlSqVJSx46uKwkeAk8ELr/cPkDfest1JQCAZJa3JDRU4CkTxBKBJwKhkO05GTXKdSUAgGT1/vvS\nxo1Snz6uKwkmAk+EbrhB+vhj6dNPXVcCAEhGI0ZIv/2tlJLiupJg4lr6SXj4YWn9eunFF11XAgBI\nJmvWSG3bSt98I6Wmuq7GX8zhiZJt2+wqIXtPAAAn4+abpTp1pD/9yXUlfiPwRNHQoVLt2tIf/+i6\nEgBAMti8WbrgAmntWumUU1xX4zcCTxStXi116GBtybJlXVcDAEh0999vw2ufeMJ1Jf4j8ERZly62\nTX3IENeVAAAS2Z490tlnSytWSPXqua7Gf6yWiDIGEQIAIvHcc9JVVxF2EgGBpwg6drTx4PPmua4E\nAJCoDh+W/vlPGzQI9wg8RRAK5Xd5AAAoyIQJ0oUXSk2buq4EEmd4iuzQIaluXWnhQuncc11XAwBI\nJLm50nnnSc88Y+uJEB+c4YmBsmWl22+3diUAAD82c6ZUqZLUvr3rSpCHDk8xbN0qNW5ssxVOPdV1\nNQCARBAOSy1b2hqJ665zXU2w0OGJkdNOk3r1slP4AABI0pIl0vbtUs+erivBj9HhKaZPPpE6d5bW\nrZPKlHFdDQDAtWuuka69Vrr1VteVBA8dnhhq0kQ6/3xpyhTXlQAAXPv0UxsyOGiQ60rwcwSeKBg+\nnEGEAADpf/9XuusuVg8lIgJPFHTubNfUFy1yXQkAwJWNG6VZs+wGLxIPgScKSpSQ7r1XGjnSdSUA\nAFdGjbIdi1Wruq4EBeHQcpQcOGC7UpYulRo0cF0NACCedu2S6teXPv5Yql3bdTXBxaHlOEhNlYYO\nZRAhAATR009L3bsTdhIZHZ4o2rLFbmx9+aVUrZrragAA8XDwoHTWWdL8+bZOAu7Q4YmT00+32Qsv\nvOC6EgBAvIwdK118MWEn0dHhibKVK23o1Lp1UqlSrqsBAMRSTo7UqJE0ZozUurXrakCHJ45+9Sup\nYUPp5ZddVwIAiLVp02zNEGEn8RF4YmDYMAYRAoDvwmHpscek++5zXQkiwSutGMjNlUqXtldaFSpI\ny5dLdeu6rgoAEE3z50t33il99pnNY4N7vNKKsxIlpJIlbfry9u20OgHAR489Jv3ud4SdZJHiugBf\nVapkYUeS/vhHt7UAAKKrTh1p0yZbFHrFFXTxkwG5NEaWL7cBVK+/boFn7FjXFQEAouGTTyzsSNKO\nHXTxkwUdnhipW9cWyUnSggW2YHTXLtu5BQBITgsWSNdfL1WsKO3bZ1P2lyxxXRUiQYcnDho3lhYv\nlp59VnrwQW5vAUAymjTJws6UKdblqV1bWr2a11nJgltacbRtm3TVVdKll0qjR3PQDQCSQTgs/eMf\n9nn7jTekJk1cV4TjKeyWFoEnzvbulbp1szUUY8fa9XUAQGLKybGjCIsWSW++yXLQRMe19ARSqZI0\ne7Z04IDUo4f9DABIPAcPSn362JydxYsJO8mOwONAuXLSq69K1atLnTpJu3e7rggA8GM7dkhXXimV\nLWvfpFau7LoiFBeBx5GUFCk7W2rRQmrXTvruO9cVAQAkW/7cqpVdN58wQSpTxnVFiAYCj0MlSkgj\nR1rLtHVr+0sGAHBnxQr7fPyb39gkZS6X+IM5PI6FQtL//I9UrZrUtq21Ti+4wHVVABA8c+ZIAwdK\nzz0n9ezpuhpEG4EnQdxxh1S1qr0zfu01u7oOAIiP7Gzp97+3z78tW7quBrFA4Ekg/frZwbhu3aSJ\nE6WOHV1XBAB+C4elhx+Wxoyxq+eNGrmuCLHCHJ4EtGSJ1Lu39NRT0nXXua4GAPx07Jh111essIGC\nNWu6rgjFVdgcHjo8Cah1a2nuXKlrV9u/dcstrisCAL/88IOticjJkRYutN1Y8BvnzxNU06bWXn30\nUbspAACIjq1bpcsvl047TXr9dcJOUBB4Etg559h0z/HjpfvuY+koABTXF1/YoeSrr5YyM6VSpVxX\nhHjhDE8S2LnTXm9dcIFdlyxZ0nVFAJB8PvjArps//LB0882uq0EssDzUAz/8YH9RK1e2G1xM/gSA\nyM2cKaWn29Lmrl1dV4NYYXmoBypUkGbNskGF11xjAQgAcGLPPCPddpttOyfsBBeBJ4mUKSNNnizV\nqyddcYUttwMAFCwctmGCo0bZecgWLVxXBJcIPEmmZEnp+efthkHbttK337quCAASz5EjtiZi4ULp\nvfek+vVdVwTXmMOThEIh6e9/t/1beTN7GjRwXRUAJIa9e214a/ny0rx5Umqq64qQCOjwJLH77pMe\neEBq315audJ1NQDg3ubNUps29k3gq68SdpCPwJPkbr5ZeuIJqVMne0cNAEH12Wc2Y6dfP1vNwwgP\n/BjX0j3xzjtS//628ffqq11XAwDxtWiR1Lev9I9/SDfd5LoauMK19AC48kobkZ6eLr30kutqACB+\npk6V+vSxGWWEHRwPh5Y9cskldkDvqqts6eidd7quCABia9QoaeRI6e23bQchcDwEHs+cf76d5enY\n0eb0PPig3eoCAJ/k5kq//a3dUl26VDrzTNcVIdEReDxUr560ZInUubOFnlGjpBK8vATgiUOHbMbO\n1q32ua5qVdcVIRnwZdBTp51mA7c+/FAaPFg6etR1RQBQfDt32q3UUEh66y3CDiJH4PFYlSr2CWHH\nDhvCdfCg64oAoOjWr7dhqy1aSJMmSWXLuq4IyYTA47nUVOm116SKFe0w8549risCgJO3cqXUqpU0\ndKiUkcFrepw8PmQCoFQpafx4qUkT28H1/feuKwKAyL39tr3GGjVKuvde19UgWRF4AqJECWn0aOna\na23s+oYNrisCgBMbP1668UZbE9Gnj+tqkMy4pRUgoZD0l7/Y0tE2baQ5c6Rzz3VdFQD8UjgsPfqo\n9Pzz0oIF0nnnua4IyY7AE0D33GM3Gzp0sOnMzZu7rggA8h07Jt11l/T++9J770lnnOG6IviAwBNQ\nAwfaLa6uXaUpU+xsDwC4duCAdMMNdqv03XelSpVcVwRfcIYnwLp1k15+Wbr+ervJBQAubdtmneeq\nVaU33iDsILoIPAHXrp2d5bnjDmnMGNfVAAiqr76SWraUrrjCPheVLu26IviGV1rQRRfZocBOnWyK\n6fDhrisCECTLlkndu0t/+pN0222uq4GvCDyQJDVqZDtp8kLPww+zdBRA7M2aJQ0ZImVm2mt2IFZ4\npYX/U6eOHRJ86y17xZWT47oiAD574QXpllvstihhB7EWCofDx//NUChc2O/DT/v2WXu5Rg1p3Dje\npQOIrnDYXl+99JI0e7bUoIHriuCLUCikcDhc4PsJAg8KdOiQXQ09fFh65RWpfHnXFQHwwdGjtg/r\ns8/sdVaNGq4rgk8KCzy80kKBypa1oFOzpp3r2bXLdUUAkt2+fdI119j18wULCDuILwIPjislxQ4S\nXnKJXV/fssV1RQCS1ZYt9nmkbl2b+0XXGPFG4EGhSpSQMjLs9Vbr1tLXX7uuCECyWbPGZuz07Ck9\n95x9MwXEGx92OKFQSPrDH2z6adu2dsiwSRPXVQFIBkuXSr17S3//uzR4sOtqEGQEHkTs9tst9Fx5\npbWkL7vMdUUAEtmrr9rnjfHjpc6dXVeDoOOWFk7anDm2fJRPYgCO54knpMcesxk7F13kuhoEBdfS\nEXVLl0q9ekmjR0t9+7quBkCiyM2V7r/fgs6cOVK9eq4rQpAUFnh4pYUiadVKevttqUsXafdum6sB\nINgOH7ZzOhs22DdFp5ziuiIgH4EHRXbhhbaKIm//1v33s38LCKrdu+0WVrVq0jvvSOXKua4I+Cmu\npaNY6teXFi+WJk6U7rvPRsYDCJaNG6U2beyboKlTCTtITAQeFNsZZ0iLFtm29bQ06dgx1xUBiJdP\nPrEZO4MGSY8/LpUs6boioGAcWkbU7N9v19aPHrUpqu+9Z9/xAfBTrVrS5s1SxYoWfOrWdV0Rgo5d\nWoiL8uXzW9n790tNm0oDBkjz59vNDQDJb/9+aexYWxOxebP9u337bBI7kMgIPIiq0qXt59RU6aOP\nbA/XsGHSOedIf/2rtGmT2/oAnLxw2F5Zp6dLtWvbOZ277sq/hZWaar8PJDJeaSGq1q+37/SWLMlv\nb4fD0ooVtoh0yhTp0kvtE+e11+YHJACJZ9Mmadw4acwY26s3ZIh00012bk8q+O874BKDB5EwDhyw\ncfOZmdJ//iPdeKMddD7/fNeVAZCkQ4ekGTOk7Gxp2TKpTx8LOpdcwtgJJD4CDxLSl19KWVl2HqBO\nHev63HCDHYAEED95XdjsbGnyZKlZMws5PXva6yogWRB4kNCOHbMR9JmZ0oIF9kk2Pd2mOfMdJRA7\nW7dKEybYK6v9+21K8qBBvJ5C8iLwIGls3WpnBjIz7ddpabaotGZNt3UBvjh6VHrjDevmLFokde9u\n3Zy2be2cDpDMCDxIOuGwzfHJzJSmT7crsOnptrsrhYUowEn75BMLORMnSg0aWMjp25dXyPALgQdJ\nbd8+u92VlSV984213NPS7JM2gOPbuVOaNMmCznffWbd08GCpYUPXlQGxQeCBN1avtuAzfrzUuLF1\nfa67joOVQJ6cHOntty3kzJljXdHBg6WOHVn7AP8ReOCdI0ekWbPsldf771trPj1dat6cg84Ipi++\nsMPH48ZJp59ur6xuuMG2lwNBQeCB1zZtsqvtWVm23iI93eb75E2BBXy1b59NPc7OltautY/7wYOl\nJk1cVwa4QeBBIOTm2q2TzEzr/nTubOHnyiu5fQJ/5H2cZ2dLM2dK7dtbN6drV6lUKdfVAW4ReBA4\nu3bZYc3MTGn7dvuCMGQI80WQvL75xjqZY8daJ3PIEOvo1KjhujIgcRB4EGgrV1rwmTRJuugi6/r0\n6CGVKeO6MqBwBw5I06ZZN2fVKjuTM2SIfRxzVg34JQIPINsRNH26hZ9Vq6T+/S38XHih68qAfOGw\n9MEHFnJeecV2WA0ZInXrJpUt67o6ILEReICfWbfOvqBkZ9sU5/R0qV8/qXJl15UhqDZvzt9Mnptr\nIWfgQKlWLdeVAcmDwAMcR97MksxM+7lbNws/bdvyygCxd/iwHTzOzrbxCr17W9Bp2ZKPP6AoCDxA\nBLZts0WKmZn2hSgtzaY6n3GG68rgk3BY+ugjCzmTJtkV8iFDLOyUL++6OiC5EXiAkxAOS8uWWfB5\n5RXb2p6eLl19Ndd+UXTbttkeq+xsac8eC9ODBklnn+26MsAfBB6giPbvl15+2cLP2rV2piItzdZa\nACdy7Jg0e7aFnPnzpWuusW7O5ZczGwqIBQIPEAWff27TnMeNk+rXt65Pnz5ShQquK0OiWb3aQs6E\nCdJZZ+VvJudQPBBbBB4gio4eld5808LP4sV29iI93a4Pc9A0uHbvliZPtqCzcWP+ZnK6gUD8EHiA\nGNmyxTo+mZl2vic9XbrpJql6ddeVIR5ycqR58yzkvPmm1KmTdXM6dZJSUlxXBwQPgQeIsXBYWrLE\ngs+MGdIVV1j46dRJKlnSdXWIti+/zN9MfuqpFnL692dhLeAagQeIo7177dVGZqYNkxs82L4gchsn\nuf3wgx1gz86W1qyxgDNkiNS0qevKAOQh8ACOfPKJnfWZONHmraSlSb16SeXKua4MkQiH7ZxWdrat\nJWnb1kLO1VdLpUu7rg7AzxF4AMfyJupmZkr//rctgUxPtyWQSDwbNuSveShTJn8zec2arisDUBgC\nD5BANmywL6RZWVLVqhZ8Bgywf4Y7Bw9aFyc7W1qxQrr+egs6LVpw+w5IFgQeIAHl5towusxMG07X\ntauFH4bSxU/eVO3sbGnqVKl5cws5PXrw2hFIRgQeIMHt3GnnfDIzpc8+sy/EZcpId99tN3/yOgyh\nUP6Pwn59Mn82iL/u1Uv6/nubhFyrljR0qM3NOfPMk/vfDUBiIfAASSIclipWtJUWkk1xHjo0//fy\nfpzMr4vzn/X118uX5z/z2rVtUCCA5FdY4GE0FpBAQiF7lbJ/v5SaKn36qVS3ruuq/FO9urR9uz3j\nJUtcVwMgHjgpACSY5cut67B6NWEnVnjGQPDwSgsAAHihsFdadHgAAID3CDwAAMB7BB4AAOA9Ag8A\nAPAegQcAAHiPwAMAALxH4AEAAN4j8AAAAO8ReAAAgPcIPAAAwHsEHgAA4D0CDwAA8B6BBwAAeI/A\nAwAAvEfgAQAA3iPwAAAA7xF4AACA9wg8AADAewQeAADgPQIPAADwHoEHAAB4j8ADAAC8R+ABAADe\nI/AAAADvEXgAAID3CDwAAMB7BB4AAOA9Ag8AAPAegQcAAHiPwAMAALxH4AEAAN4j8AAAAO8ReAAA\ngPcIPAAAwHsEHgAA4D0CDwAA8B6BBwAAeI/AAwAAvEfgAQAA3iPwAAAA7xF4AACA9wg8AADAewQe\nAADgvZQT/YFQKBSPOgAAAGImFA6HXdcAAAAQU7zSAgAA3iPwAAAA7xF4AACA9wg8AADAewQeAADg\nvf8Pu2r4C/+hBTQAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fc19bc98550>"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Load sequences for each string graph edges so we can generate sequence given a path in the graph."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "G_asm.load_sg_seq(\"preads4falcon.fasta\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 12
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This shows how to get sequences for each simple or compound unitigs with a contig."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "compound_path_seqs = {}\n",
      "print \"s\", \"v\", \"t\", \"type\", \"seq len\", \"path len\"\n",
      "for s,v,t in G_asm.ctg_data[\"000000F\"][-1]:\n",
      "    utg_data = G_asm.utg_data[(s,t,v)]\n",
      "    type_, length, score, path_or_edges = utg_data\n",
      "    \n",
      "    if type_ == \"simple\":\n",
      "        path = path_or_edges.split(\"~\")\n",
      "        seq = G_asm.get_seq_from_path( path )\n",
      "        print s, v, t, utg_data[0], len(seq)\n",
      "    else:\n",
      "        c_graph = nx.DiGraph()\n",
      "        simple_utgs = [ e.split(\"~\") for e in path_or_edges.split(\"|\")]\n",
      "        \n",
      "        for ss, tt, vv in simple_utgs:\n",
      "            type_, length, score, sub_path = G_asm.utg_data[ (ss,vv,tt) ]\n",
      "            sub_path = sub_path.split(\"~\")\n",
      "            v1 = sub_path[0]\n",
      "            for v2 in sub_path[1:]:\n",
      "                c_graph.add_edge( v1, v2, score = 10000000 - G_asm.sg_edges[ (v1, v2) ][1]  )\n",
      "                v1 = v2\n",
      "        seqs = []\n",
      "        while 1:\n",
      "            try:\n",
      "                shortest_path = nx.shortest_path( c_graph, s, t, weight = \"score\" )\n",
      "            except nx.exception.NetworkXNoPath:\n",
      "                break\n",
      "            seq = G_asm.get_seq_from_path( shortest_path )\n",
      "            seqs.append( (seq, shortest_path) )\n",
      "            \n",
      "            n0 = shortest_path[0]\n",
      "            for n1 in shortest_path[1:]:\n",
      "                c_graph.remove_edge(n0, n1)\n",
      "                n0 = n1\n",
      "        \n",
      "        compound_path_seqs[(s,v,t)] = seqs\n",
      "        for seq, subpath in seqs:            \n",
      "            print s, v, t, utg_data[0], len(seq), len(subpath)\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "s v t type seq len path len\n",
        "000011445:B NA 000003425:E compound 2736 3\n",
        "000011445:B NA 000003425:E compound 2681 3\n",
        "000003425:E 000009719:E 000006955:E simple 84196\n",
        "000006955:E NA 000017147:B compound 26315 7\n",
        "000006955:E NA 000017147:B compound 26357 7\n",
        "000017147:B 000012473:B 000010757:B simple 601191\n",
        "000010757:B NA 000015636:E compound 16169 3\n",
        "000010757:B NA 000015636:E compound 16194 3\n",
        "000015636:E 000004093:E 000015696:B simple 1469288\n",
        "000015696:B NA 000016941:B compound 16458 3\n",
        "000015696:B NA 000016941:B compound 16438 8\n",
        "000016941:B 000003353:B 000008783:B simple 88381\n",
        "000008783:B NA 000006338:B compound 26074 3\n",
        "000008783:B NA 000006338:B compound 26058 10\n",
        "000006338:B 000004932:B 000010623:B simple 206164\n",
        "000010623:B NA 000014991:B compound 30158 3\n",
        "000010623:B NA 000014991:B compound 30148 8\n",
        "000014991:B 000013790:E 000002926:B simple 392373\n",
        "000002926:B NA 000011761:B compound 25736 3\n",
        "000002926:B NA 000011761:B compound 25814 12\n",
        "000011761:B 000003659:E 000014184:E simple 184084\n",
        "000014184:E NA 000012028:E compound 14792 3\n",
        "000014184:E NA 000012028:E compound 14895 4\n",
        "000012028:E 000013461:E 000011445:B simple 1447372\n"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      " Boilerplate code for using an aligner within `falcon_kit` for dot plots and alignment."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from falcon_kit import kup, falcon, DWA\n",
      "rcmap = dict(zip(\"ACGTacgtNn-\",\"TGCATGCANN-\"))\n",
      "def rc(seq):\n",
      "    return \"\".join([rcmap[c] for c in seq[::-1]])\n",
      "\n",
      "def get_aln_data(t_seq, q_seq):\n",
      "    aln_data = []\n",
      "    K = 8\n",
      "    seq0 = t_seq\n",
      "    lk_ptr = kup.allocate_kmer_lookup( 1 << (K * 2) )\n",
      "    sa_ptr = kup.allocate_seq( len(seq0) )\n",
      "    sda_ptr = kup.allocate_seq_addr( len(seq0) )\n",
      "    kup.add_sequence( 0, K, seq0, len(seq0), sda_ptr, sa_ptr, lk_ptr)\n",
      "    q_id = \"dummy\"\n",
      "    \n",
      "    kmer_match_ptr = kup.find_kmer_pos_for_seq(q_seq, len(q_seq), K, sda_ptr, lk_ptr)\n",
      "    kmer_match = kmer_match_ptr[0]\n",
      "    aln_range_ptr = kup.find_best_aln_range(kmer_match_ptr, K, K*5, 12)\n",
      "    aln_range = aln_range_ptr[0]\n",
      "    x,y = zip( * [ (kmer_match.query_pos[i], kmer_match.target_pos[i]) for i in range(kmer_match.count)] )\n",
      "    kup.free_kmer_match(kmer_match_ptr)\n",
      "    s1, e1, s2, e2 = aln_range.s1, aln_range.e1, aln_range.s2, aln_range.e2\n",
      "    \n",
      "    if e1 - s1 > 100:\n",
      "\n",
      "        alignment = DWA.align(q_seq[s1:e1], e1-s1,\n",
      "                              seq0[s2:e2], e2-s2,\n",
      "                              100,1)\n",
      "\n",
      "        if alignment[0].aln_str_size > 100:\n",
      "            aln_data.append( ( q_id, 0, s1, e1, len(q_seq), s2, e2, len(seq0), alignment[0].aln_str_size, alignment[0].dist ) )\n",
      "            aln_str1 = alignment[0].q_aln_str\n",
      "            aln_str0 = alignment[0].t_aln_str\n",
      "\n",
      "        DWA.free_alignment(alignment)\n",
      "\n",
      "    kup.free_kmer_lookup(lk_ptr)\n",
      "    kup.free_seq_array(sa_ptr)\n",
      "    kup.free_seq_addr_array(sda_ptr)\n",
      "    return aln_data, x, y"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 14
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Plot the subgraph of each compound path and do alignment between different subpaths within the compound path.  One can see 7 out of 8 compound path might caused by errors where the identity between the alternative paths are high. However, the path starts at `000006955:E` and ends at `000017147:B` shows a 2kb inversion. This appears to be realy bioligcal polymorphism in a population of E. coli cells."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print \"s\", \"v\", \"t\", \"aln_identity\", \"aln_coverage\"\n",
      "\n",
      "for s,v,t in compound_path_seqs:\n",
      "    \n",
      "    sg = G_asm.get_sg_for_utg((s,t,v))\n",
      "    position=nx.graphviz_layout(sg, prog='dot') \n",
      "    figure(figsize=(10,4))\n",
      "    ax=subplot(1,2,1)\n",
      "    minx = 10\n",
      "    miny = 10\n",
      "    count = 0\n",
      "    for e in sg.edges():\n",
      "        yy, xx = zip(position[e[0]], position[e[1]]) \n",
      "        col = \"k\"\n",
      "        xx = -array(xx)\n",
      "        yy = -array(yy)\n",
      "        ax.plot( xx, yy, \".-\"+col ) \n",
      "        if min(xx) < minx:\n",
      "            minx = min(xx)\n",
      "        if min(yy) < miny:\n",
      "            miny = min(yy)\n",
      "\n",
      "        #print x,y\n",
      "    xlim(minx*1.1,-minx*0.1)\n",
      "    ylim(miny*1.1,-miny*0.1)\n",
      "    ax.get_xaxis().set_visible(False)\n",
      "    ax.get_yaxis().set_visible(False)\n",
      "    \n",
      "    seqs = compound_path_seqs[(s,v,t)]\n",
      "    seq0 = seqs[0][0]\n",
      "    ax=subplot(1,2,2)\n",
      "    for seq, path in seqs[1:]:\n",
      "        aln_data, x, y = get_aln_data(seq0, seq)\n", # OUT OF DATE!
      "        print s,v,t, 1.0-1.0*aln_data[-1][-1] / aln_data[-1][-2], 1.0*(aln_data[-1][3]-aln_data[-1][2])/aln_data[-1][4]\n",
      "        \n",
      "        plot(x, y,'.b', markersize=0.2)\n",
      "        seq = rc(seq)\n",
      "        aln_data, rx, ry = get_aln_data(seq0, seq)\n",
      "        rx = np.array(rx)\n",
      "        rx = len(seq) - rx\n",
      "        plot(rx, ry,'.r', markersize=0.2)\n",
      "        text(0, 0, \"%s %s %s\" % (s, v, t))\n",
      "        \n",
      "        \n",
      "        \n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "s v t aln_identity aln_coverage\n",
        "000011445:B"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " NA 000003425:E 0.97798972854 0.995151063036\n",
        "000010757:B"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " NA 000015636:E 0.99697456162 0.999382487341\n",
        "000014184:E"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " NA 000012028:E 0.98953722334 0.999261497147\n",
        "000006955:E"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " NA 000017147:B 0.9952 0.923473839967\n",
        "000015696:B"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " NA 000016941:B 0.995871782419 0.999391653486\n",
        "000002926:B"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " NA 000011761:B 0.990612686394 0.999612613311\n",
        "000008783:B"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " NA 000006338:B 0.99254387642 0.999616240694\n",
        "000010623:B"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " NA 000014991:B 0.992332352844 0.999601963646\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAkgAAAEACAYAAABI/YkzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkVz+H2u0gdemx5O1AAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fc1a3fb6750>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAksAAAEACAYAAACjyjIwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nH29rjcBSPel9AAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fc19bb58850>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAksAAAEACAYAAACjyjIwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\njUaj0Wi88H9a1PCNPEKs2gAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fc1a2a7f050>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAksAAAEACAYAAACjyjIwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQ4YU/H88r/wMVhtTOwAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fc1a2adab90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAksAAAEACAYAAACjyjIwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nvNhAQiy1fgAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fc19bf9d190>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAksAAAEACAYAAACjyjIwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n+P8Bk38bBJ6K5/sAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fc19bbd2d90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAksAAAEACAYAAACjyjIwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fc1a01bafd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAksAAAEACAYAAACjyjIwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQ0NDQyMNNFnS0NDQ0NDQ0EiD/w+zqycWUs2d6QAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fc1a0311e90>"
       ]
      }
     ],
     "prompt_number": 15
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Author: Jason Chin, Dec. 5, 2014"
     ]
    }
   ],
   "metadata": {}
  }
 ]
}
